Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 2260701 |
| Missing cells | 318111 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 1 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 345.0 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 8 |
| Text | 1 |
| Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
fico_range_high is highly overall correlated with fico_range_low | High correlation |
fico_range_low is highly overall correlated with fico_range_high | High correlation |
grade is highly overall correlated with int_rate and 1 other fields | High correlation |
installment is highly overall correlated with loan_amnt | High correlation |
int_rate is highly overall correlated with grade and 1 other fields | High correlation |
loan_amnt is highly overall correlated with installment | High correlation |
open_acc is highly overall correlated with total_acc | High correlation |
sub_grade is highly overall correlated with grade and 1 other fields | High correlation |
total_acc is highly overall correlated with open_acc | High correlation |
loan_status is highly imbalanced (51.8%) | Imbalance |
emp_title has 167002 (7.4%) missing values | Missing |
emp_length has 146940 (6.5%) missing values | Missing |
annual_inc is highly skewed (γ1 = 493.8860884) | Skewed |
dti is highly skewed (γ1 = 29.20185447) | Skewed |
Reproduction
| Analysis started | 2025-07-17 01:53:27.635234 |
|---|---|
| Analysis finished | 2025-07-17 01:55:17.716755 |
| Duration | 1 minute and 50.08 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
loan_amnt
Real number (ℝ)
High correlation 
| Distinct | 1572 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15046.931 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3250 |
| Q1 | 8000 |
| median | 12900 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9190.2455 |
|---|---|
| Coefficient of variation (CV) | 0.61077208 |
| Kurtosis | -0.11943916 |
| Mean | 15046.931 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.77778233 |
| Sum | 3.4016116 × 1010 |
| Variance | 84460612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 187236 | 8.3% |
| 20000 | 131006 | 5.8% |
| 15000 | 123226 | 5.5% |
| 12000 | 121681 | 5.4% |
| 35000 | 86285 | 3.8% |
| 5000 | 84765 | 3.7% |
| 8000 | 75033 | 3.3% |
| 6000 | 72089 | 3.2% |
| 25000 | 66453 | 2.9% |
| 16000 | 66418 | 2.9% |
| Other values (1562) | 1246476 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 3 | < 0.1% |
| 850 | 1 | < 0.1% |
| 900 | 4 | < 0.1% |
| 925 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 33368 | |
| 39975 | 11 | < 0.1% |
| 39950 | 10 | < 0.1% |
| 39925 | 14 | < 0.1% |
| 39900 | 24 | < 0.1% |
| 39875 | 8 | < 0.1% |
| 39850 | 7 | < 0.1% |
| 39825 | 13 | < 0.1% |
| 39800 | 10 | < 0.1% |
| 39775 | 13 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 60 months |
| 4th row | 60 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 1609754 | |
| 60 months | 650914 | |
| (Missing) | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 2260668 | |
| 36 | 1609754 | |
| 60 | 650914 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
int_rate
Real number (ℝ)
High correlation 
| Distinct | 673 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.092829 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.49 |
| Q1 | 9.49 |
| median | 12.62 |
| Q3 | 15.99 |
| 95-th percentile | 22.15 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 4.8321384 |
|---|---|
| Coefficient of variation (CV) | 0.36906755 |
| Kurtosis | 0.59402457 |
| Mean | 13.092829 |
| Median Absolute Deviation (MAD) | 3.18 |
| Skewness | 0.76807056 |
| Sum | 29598540 |
| Variance | 23.349561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 53869 | 2.4% |
| 5.32 | 47171 | 2.1% |
| 10.99 | 44165 | 2.0% |
| 13.99 | 43025 | 1.9% |
| 11.49 | 32010 | 1.4% |
| 16.99 | 30564 | 1.4% |
| 12.99 | 29276 | 1.3% |
| 7.89 | 28514 | 1.3% |
| 9.17 | 27835 | 1.2% |
| 15.61 | 25208 | 1.1% |
| Other values (663) | 1899031 |
| Value | Count | Frequency (%) |
| 5.31 | 8613 | 0.4% |
| 5.32 | 47171 | |
| 5.42 | 573 | < 0.1% |
| 5.79 | 410 | < 0.1% |
| 5.93 | 1812 | 0.1% |
| 5.99 | 347 | < 0.1% |
| 6 | 697 | < 0.1% |
| 6.03 | 10755 | 0.5% |
| 6.07 | 5020 | 0.2% |
| 6.08 | 5639 | 0.2% |
| Value | Count | Frequency (%) |
| 30.99 | 819 | |
| 30.94 | 733 | |
| 30.89 | 699 | |
| 30.84 | 755 | |
| 30.79 | 1572 | |
| 30.75 | 1075 | |
| 30.74 | 456 | < 0.1% |
| 30.65 | 983 | |
| 30.49 | 512 | < 0.1% |
| 30.17 | 1236 |
installment
Real number (ℝ)
High correlation 
| Distinct | 93301 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.80682 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 110.43 |
| Q1 | 251.65 |
| median | 377.99 |
| Q3 | 593.32 |
| 95-th percentile | 984.47 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 341.67 |
Descriptive statistics
| Standard deviation | 267.17353 |
|---|---|
| Coefficient of variation (CV) | 0.59930338 |
| Kurtosis | 0.68987904 |
| Mean | 445.80682 |
| Median Absolute Deviation (MAD) | 157.63 |
| Skewness | 1.0017806 |
| Sum | 1.0078212 × 109 |
| Variance | 71381.698 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 4420 | 0.2% |
| 332.1 | 4153 | 0.2% |
| 361.38 | 3704 | 0.2% |
| 327.34 | 3353 | 0.1% |
| 602.3 | 3095 | 0.1% |
| 451.73 | 3076 | 0.1% |
| 329.72 | 2614 | 0.1% |
| 166.05 | 2508 | 0.1% |
| 498.15 | 2410 | 0.1% |
| 180.69 | 2364 | 0.1% |
| Other values (93291) | 2228971 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 15.67 | 1 | |
| 15.69 | 1 | |
| 15.75 | 1 | |
| 15.76 | 1 | |
| 15.91 | 1 | |
| 16.08 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 6 | |
| 1691.28 | 2 | < 0.1% |
| 1670.15 | 1 | < 0.1% |
| 1647.03 | 1 | < 0.1% |
| 1628.08 | 2 | < 0.1% |
| 1618.24 | 3 | |
| 1618.03 | 7 |
grade
Categorical
High correlation 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 53968 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | B |
| 4th row | C |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
| (Missing) | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 663557 | |
| c | 650053 | |
| a | 433027 | |
| d | 324424 | |
| e | 135639 | 6.0% |
| f | 41800 | 1.8% |
| g | 12168 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
sub_grade
Categorical
High correlation 
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| C1 | 145903 |
|---|---|
| B5 | 140288 |
| B4 | 139793 |
| B3 | 131514 |
| C2 | 131116 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C4 |
|---|---|
| 2nd row | C1 |
| 3rd row | B4 |
| 4th row | C5 |
| 5th row | F1 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 145903 | 6.5% |
| B5 | 140288 | 6.2% |
| B4 | 139793 | 6.2% |
| B3 | 131514 | 5.8% |
| C2 | 131116 | 5.8% |
| C3 | 129193 | 5.7% |
| C4 | 127115 | 5.6% |
| B2 | 126621 | 5.6% |
| B1 | 125341 | 5.5% |
| C5 | 116726 | 5.2% |
| Other values (25) | 947058 |
Length
| Value | Count | Frequency (%) |
| c1 | 145903 | 6.5% |
| b5 | 140288 | 6.2% |
| b4 | 139793 | 6.2% |
| b3 | 131514 | 5.8% |
| c2 | 131116 | 5.8% |
| c3 | 129193 | 5.7% |
| c4 | 127115 | 5.6% |
| b2 | 126621 | 5.6% |
| b1 | 125341 | 5.5% |
| c5 | 116726 | 5.2% |
| Other values (25) | 947058 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
emp_title
Text
Missing 
| Distinct | 512694 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 167002 |
| Missing (%) | 7.4% |
| Memory size | 17.2 MiB |
Length
| Max length | 78 |
|---|---|
| Median length | 57 |
| Mean length | 15.596128 |
| Min length | 1 |
Unique
| Unique | 387287 ? |
|---|---|
| Unique (%) | 18.5% |
Sample
| 1st row | leadman |
|---|---|
| 2nd row | Engineer |
| 3rd row | truck driver |
| 4th row | Information Systems Officer |
| 5th row | Contract Specialist |
| Value | Count | Frequency (%) |
| manager | 305625 | 7.2% |
| director | 80439 | 1.9% |
| assistant | 72742 | 1.7% |
| sales | 72204 | 1.7% |
| supervisor | 58337 | 1.4% |
| teacher | 57228 | 1.3% |
| specialist | 55010 | 1.3% |
| of | 54332 | 1.3% |
| senior | 52896 | 1.2% |
| engineer | 52508 | 1.2% |
| Other values (101705) | 3406104 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
emp_length
Categorical
Missing 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 146940 |
| Missing (%) | 6.5% |
| Memory size | 17.2 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.7274214 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 3 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 748005 | |
| 2 years | 203677 | 9.0% |
| < 1 year | 189988 | 8.4% |
| 3 years | 180753 | 8.0% |
| 1 year | 148403 | 6.6% |
| 5 years | 139698 | 6.2% |
| 4 years | 136605 | 6.0% |
| 6 years | 102628 | 4.5% |
| 7 years | 92695 | 4.1% |
| 8 years | 91914 | 4.1% |
| (Missing) | 146940 | 6.5% |
Length
| Value | Count | Frequency (%) |
| years | 1775370 | |
| 10 | 748005 | |
| 1 | 338391 | 7.7% |
| year | 338391 | 7.7% |
| 2 | 203677 | 4.6% |
| 189988 | 4.3% | |
| 3 | 180753 | 4.1% |
| 5 | 139698 | 3.2% |
| 4 | 136605 | 3.1% |
| 6 | 102628 | 2.3% |
| Other values (3) | 264004 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 996 |
| OTHER | 182 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8542878 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | MORTGAGE |
| 4th row | MORTGAGE |
| 5th row | MORTGAGE |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 1111450 | |
| RENT | 894929 | |
| OWN | 253057 | 11.2% |
| ANY | 996 | < 0.1% |
| OTHER | 182 | < 0.1% |
| NONE | 54 | < 0.1% |
| (Missing) | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 1111450 | |
| rent | 894929 | |
| own | 253057 | 11.2% |
| any | 996 | < 0.1% |
| other | 182 | < 0.1% |
| none | 54 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
annual_inc
Real number (ℝ)
Skewed 
| Distinct | 89368 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 37 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77992.429 |
| Minimum | 0 |
|---|---|
| Maximum | 1.1 × 108 |
| Zeros | 1667 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27600 |
| Q1 | 46000 |
| median | 65000 |
| Q3 | 93000 |
| 95-th percentile | 160000 |
| Maximum | 1.1 × 108 |
| Range | 1.1 × 108 |
| Interquartile range (IQR) | 47000 |
Descriptive statistics
| Standard deviation | 112696.2 |
|---|---|
| Coefficient of variation (CV) | 1.4449633 |
| Kurtosis | 439001.66 |
| Mean | 77992.429 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 493.88609 |
| Sum | 1.7631468 × 1011 |
| Variance | 1.2700433 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 87189 | 3.9% |
| 50000 | 76355 | 3.4% |
| 65000 | 64903 | 2.9% |
| 70000 | 62078 | 2.7% |
| 80000 | 59833 | 2.6% |
| 40000 | 59684 | 2.6% |
| 75000 | 58459 | 2.6% |
| 45000 | 54534 | 2.4% |
| 55000 | 51583 | 2.3% |
| 100000 | 46977 | 2.1% |
| Other values (89358) | 1639069 |
| Value | Count | Frequency (%) |
| 0 | 1667 | |
| 0.36 | 1 | < 0.1% |
| 1 | 42 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 5 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9930475 | 1 | |
| 9757200 | 1 | |
| 9573072 | 1 | |
| 9550000 | 1 | |
| 9522972 | 1 | |
| 9500000 | 1 | |
| 9300086 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.062003 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 886231 | |
| Not Verified | 744806 | |
| Verified | 629631 | |
| (Missing) | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 2260668 | |
| source | 886231 | 22.8% |
| not | 744806 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 50445 |
| Other values (9) | 125478 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.792476 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | small_business |
| 3rd row | home_improvement |
| 4th row | debt_consolidation |
| 5th row | major_purchase |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1277877 | |
| credit_card | 516971 | |
| home_improvement | 150457 | 6.7% |
| other | 139440 | 6.2% |
| major_purchase | 50445 | 2.2% |
| medical | 27488 | 1.2% |
| small_business | 24689 | 1.1% |
| car | 24013 | 1.1% |
| vacation | 15525 | 0.7% |
| moving | 15403 | 0.7% |
| Other values (4) | 18360 | 0.8% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 1277877 | |
| credit_card | 516971 | |
| home_improvement | 150457 | 6.7% |
| other | 139440 | 6.2% |
| major_purchase | 50445 | 2.2% |
| medical | 27488 | 1.2% |
| small_business | 24689 | 1.1% |
| car | 24013 | 1.1% |
| vacation | 15525 | 0.7% |
| moving | 15403 | 0.7% |
| Other values (4) | 18360 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
dti
Real number (ℝ)
Skewed 
| Distinct | 10845 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1744 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.824196 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 1732 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4.94 |
| Q1 | 11.89 |
| median | 17.84 |
| Q3 | 24.49 |
| 95-th percentile | 33.88 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 14.183329 |
|---|---|
| Coefficient of variation (CV) | 0.75346263 |
| Kurtosis | 1755.2613 |
| Mean | 18.824196 |
| Median Absolute Deviation (MAD) | 6.27 |
| Skewness | 29.201854 |
| Sum | 42523050 |
| Variance | 201.16681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1732 | 0.1% |
| 18 | 1584 | 0.1% |
| 14.4 | 1577 | 0.1% |
| 16.8 | 1576 | 0.1% |
| 19.2 | 1566 | 0.1% |
| 15.6 | 1506 | 0.1% |
| 13.2 | 1496 | 0.1% |
| 12 | 1486 | 0.1% |
| 20.4 | 1424 | 0.1% |
| 21.6 | 1391 | 0.1% |
| Other values (10835) | 2243619 | |
| (Missing) | 1744 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 1732 | |
| 0.01 | 22 | < 0.1% |
| 0.02 | 35 | < 0.1% |
| 0.03 | 19 | < 0.1% |
| 0.04 | 16 | < 0.1% |
| 0.05 | 20 | < 0.1% |
| 0.06 | 32 | < 0.1% |
| 0.07 | 27 | < 0.1% |
| 0.08 | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 135 | |
| 995.6 | 1 | < 0.1% |
| 995.17 | 1 | < 0.1% |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
| 973.17 | 1 | < 0.1% |
| 962.83 | 1 | < 0.1% |
| 942.17 | 1 | < 0.1% |
| 941.46 | 1 | < 0.1% |
| 917.87 | 1 | < 0.1% |
fico_range_low
Real number (ℝ)
High correlation 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 698.5882 |
| Minimum | 610 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 610 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 675 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 235 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.010376 |
|---|---|
| Coefficient of variation (CV) | 0.047252983 |
| Kurtosis | 1.3151684 |
| Mean | 698.5882 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.1928772 |
| Sum | 1.579276 × 109 |
| Variance | 1089.685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 186580 | 8.3% |
| 670 | 182119 | 8.1% |
| 665 | 180759 | 8.0% |
| 680 | 167199 | 7.4% |
| 675 | 164016 | 7.3% |
| 685 | 148009 | 6.5% |
| 690 | 144690 | 6.4% |
| 695 | 130941 | 5.8% |
| 700 | 124184 | 5.5% |
| 705 | 113074 | 5.0% |
| Other values (38) | 719097 |
| Value | Count | Frequency (%) |
| 610 | 2 | < 0.1% |
| 615 | 1 | < 0.1% |
| 620 | 1 | < 0.1% |
| 625 | 2 | < 0.1% |
| 630 | 6 | < 0.1% |
| 635 | 5 | < 0.1% |
| 640 | 102 | |
| 645 | 112 | |
| 650 | 131 | |
| 655 | 127 |
| Value | Count | Frequency (%) |
| 845 | 441 | < 0.1% |
| 840 | 572 | < 0.1% |
| 835 | 859 | < 0.1% |
| 830 | 1439 | 0.1% |
| 825 | 2189 | 0.1% |
| 820 | 2825 | 0.1% |
| 815 | 3845 | |
| 810 | 4720 | |
| 805 | 6442 | |
| 800 | 7716 |
fico_range_high
Real number (ℝ)
High correlation 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 702.5884 |
| Minimum | 614 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 614 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 679 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 236 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.011245 |
|---|---|
| Coefficient of variation (CV) | 0.046985183 |
| Kurtosis | 1.3167697 |
| Mean | 702.5884 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.1931165 |
| Sum | 1.5883191 × 109 |
| Variance | 1089.7423 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 186580 | 8.3% |
| 674 | 182119 | 8.1% |
| 669 | 180759 | 8.0% |
| 684 | 167199 | 7.4% |
| 679 | 164016 | 7.3% |
| 689 | 148009 | 6.5% |
| 694 | 144690 | 6.4% |
| 699 | 130941 | 5.8% |
| 704 | 124184 | 5.5% |
| 709 | 113074 | 5.0% |
| Other values (38) | 719097 |
| Value | Count | Frequency (%) |
| 614 | 2 | < 0.1% |
| 619 | 1 | < 0.1% |
| 624 | 1 | < 0.1% |
| 629 | 2 | < 0.1% |
| 634 | 6 | < 0.1% |
| 639 | 5 | < 0.1% |
| 644 | 102 | |
| 649 | 112 | |
| 654 | 131 | |
| 659 | 127 |
| Value | Count | Frequency (%) |
| 850 | 441 | < 0.1% |
| 844 | 572 | < 0.1% |
| 839 | 859 | < 0.1% |
| 834 | 1439 | 0.1% |
| 829 | 2189 | 0.1% |
| 824 | 2825 | 0.1% |
| 819 | 3845 | |
| 814 | 4720 | |
| 809 | 6442 | |
| 804 | 7716 |
open_acc
Real number (ℝ)
High correlation 
| Distinct | 91 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.612402 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 56 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.6408613 |
|---|---|
| Coefficient of variation (CV) | 0.4857618 |
| Kurtosis | 3.4463768 |
| Mean | 11.612402 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.315545 |
| Sum | 26251449 |
| Variance | 31.819317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 195762 | 8.7% |
| 10 | 189737 | 8.4% |
| 8 | 188717 | 8.3% |
| 11 | 175101 | 7.7% |
| 7 | 172834 | 7.6% |
| 12 | 157331 | 7.0% |
| 6 | 145444 | 6.4% |
| 13 | 137502 | 6.1% |
| 14 | 118314 | 5.2% |
| 5 | 108565 | 4.8% |
| Other values (81) | 671332 |
| Value | Count | Frequency (%) |
| 0 | 56 | < 0.1% |
| 1 | 1644 | 0.1% |
| 2 | 10860 | 0.5% |
| 3 | 32428 | 1.4% |
| 4 | 67827 | 3.0% |
| 5 | 108565 | |
| 6 | 145444 | |
| 7 | 172834 | |
| 8 | 188717 | |
| 9 | 195762 |
| Value | Count | Frequency (%) |
| 101 | 1 | < 0.1% |
| 97 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 91 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 86 | 3 | |
| 84 | 1 | < 0.1% |
| 82 | 2 |
revol_bal
Real number (ℝ)
| Distinct | 102251 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16658.458 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 12562 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1572 |
| Q1 | 5950 |
| median | 11324 |
| Q3 | 20246 |
| 95-th percentile | 45164 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14296 |
Descriptive statistics
| Standard deviation | 22948.305 |
|---|---|
| Coefficient of variation (CV) | 1.3775768 |
| Kurtosis | 643.19806 |
| Mean | 16658.458 |
| Median Absolute Deviation (MAD) | 6381 |
| Skewness | 13.231988 |
| Sum | 3.7659243 × 1010 |
| Variance | 5.266247 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12562 | 0.6% |
| 8 | 216 | < 0.1% |
| 10 | 170 | < 0.1% |
| 2 | 169 | < 0.1% |
| 5 | 160 | < 0.1% |
| 5235 | 160 | < 0.1% |
| 6312 | 158 | < 0.1% |
| 5849 | 158 | < 0.1% |
| 5265 | 156 | < 0.1% |
| 6118 | 156 | < 0.1% |
| Other values (102241) | 2246603 |
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 123 | < 0.1% |
| 2 | 169 | < 0.1% |
| 3 | 151 | < 0.1% |
| 4 | 153 | < 0.1% |
| 5 | 160 | < 0.1% |
| 6 | 149 | < 0.1% |
| 7 | 128 | < 0.1% |
| 8 | 216 | < 0.1% |
| 9 | 141 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 2559552 | 1 | |
| 2358150 | 1 | |
| 1830688 | 1 | |
| 1803041 | 1 | |
| 1746716 | 1 | |
| 1743266 | 1 | |
| 1698749 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1430 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1835 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.337696 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 13069 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 31.5 |
| median | 50.3 |
| Q3 | 69.4 |
| 95-th percentile | 91 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.9 |
Descriptive statistics
| Standard deviation | 24.713073 |
|---|---|
| Coefficient of variation (CV) | 0.49094566 |
| Kurtosis | -0.22267175 |
| Mean | 50.337696 |
| Median Absolute Deviation (MAD) | 18.9 |
| Skewness | 0.012555943 |
| Sum | 1.1370611 × 108 |
| Variance | 610.73599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13069 | 0.6% |
| 57 | 4324 | 0.2% |
| 48 | 4283 | 0.2% |
| 59 | 4272 | 0.2% |
| 61 | 4223 | 0.2% |
| 54 | 4190 | 0.2% |
| 58 | 4188 | 0.2% |
| 53 | 4185 | 0.2% |
| 55 | 4181 | 0.2% |
| 51 | 4175 | 0.2% |
| Other values (1420) | 2207776 |
| Value | Count | Frequency (%) |
| 0 | 13069 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.1 | 1684 | 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 1360 | 0.1% |
| 0.3 | 1272 | 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 366.6 | 1 | |
| 193 | 1 | |
| 191 | 1 | |
| 184.6 | 1 | |
| 183.8 | 1 | |
| 182.8 | 1 | |
| 180.3 | 1 | |
| 177.7 | 1 | |
| 175 | 1 |
total_acc
Real number (ℝ)
High correlation 
| Distinct | 152 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.162552 |
| Minimum | 1 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 176 |
| Range | 175 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.987528 |
|---|---|
| Coefficient of variation (CV) | 0.49612012 |
| Kurtosis | 1.8488152 |
| Mean | 24.162552 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.0074555 |
| Sum | 54622808 |
| Variance | 143.70084 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 82570 | 3.7% |
| 19 | 82012 | 3.6% |
| 18 | 81931 | 3.6% |
| 17 | 81378 | 3.6% |
| 21 | 81170 | 3.6% |
| 16 | 79655 | 3.5% |
| 22 | 79438 | 3.5% |
| 23 | 77691 | 3.4% |
| 15 | 77146 | 3.4% |
| 24 | 75330 | 3.3% |
| Other values (142) | 1462318 |
| Value | Count | Frequency (%) |
| 1 | 21 | < 0.1% |
| 2 | 1333 | 0.1% |
| 3 | 4244 | 0.2% |
| 4 | 10456 | 0.5% |
| 5 | 16398 | 0.7% |
| 6 | 23858 | |
| 7 | 31471 | |
| 8 | 38722 | |
| 9 | 46406 | |
| 10 | 53576 |
| Value | Count | Frequency (%) |
| 176 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 162 | 1 | < 0.1% |
| 160 | 2 | |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 153 | 1 | < 0.1% |
| 151 | 3 |
loan_status
Categorical
Imbalance 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 17.2 MiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off | |
| Late (31-120 days) | 21467 |
| In Grace Period | 8436 |
| Other values (4) | 7138 |
Length
| Max length | 51 |
|---|---|
| Median length | 50 |
| Mean length | 9.1102488 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Current |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 1076751 | |
| Current | 878317 | |
| Charged Off | 268559 | 11.9% |
| Late (31-120 days) | 21467 | 0.9% |
| In Grace Period | 8436 | 0.4% |
| Late (16-30 days) | 4349 | 0.2% |
| Does not meet the credit policy. Status:Fully Paid | 1988 | 0.1% |
| Does not meet the credit policy. Status:Charged Off | 761 | < 0.1% |
| Default | 40 | < 0.1% |
| (Missing) | 33 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 1078739 | |
| fully | 1076751 | |
| current | 878317 | |
| off | 269320 | 7.3% |
| charged | 268559 | 7.3% |
| late | 25816 | 0.7% |
| days | 25816 | 0.7% |
| 31-120 | 21467 | 0.6% |
| grace | 8436 | 0.2% |
| period | 8436 | 0.2% |
| Other values (11) | 32068 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Interactions
Correlations
| annual_inc | dti | emp_length | fico_range_high | fico_range_low | grade | home_ownership | installment | int_rate | loan_amnt | loan_status | open_acc | purpose | revol_bal | revol_util | sub_grade | term | total_acc | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| annual_inc | 1.000 | -0.201 | 0.000 | 0.087 | 0.087 | 0.000 | 0.000 | 0.446 | -0.133 | 0.467 | 0.000 | 0.267 | 0.000 | 0.414 | 0.080 | 0.000 | 0.001 | 0.329 | 0.000 |
| dti | -0.201 | 1.000 | 0.008 | -0.019 | -0.019 | 0.002 | 0.005 | 0.063 | 0.186 | 0.056 | 0.010 | 0.326 | 0.001 | 0.269 | 0.176 | 0.003 | 0.011 | 0.258 | 0.013 |
| emp_length | 0.000 | 0.008 | 1.000 | 0.013 | 0.013 | 0.007 | 0.091 | 0.026 | 0.007 | 0.031 | 0.017 | 0.018 | 0.023 | 0.003 | 0.008 | 0.007 | 0.057 | 0.040 | 0.038 |
| fico_range_high | 0.087 | -0.019 | 0.013 | 1.000 | 1.000 | 0.200 | 0.053 | 0.069 | -0.435 | 0.121 | 0.157 | 0.037 | 0.045 | 0.020 | -0.421 | 0.180 | 0.042 | 0.022 | 0.124 |
| fico_range_low | 0.087 | -0.019 | 0.013 | 1.000 | 1.000 | 0.200 | 0.053 | 0.069 | -0.435 | 0.121 | 0.157 | 0.037 | 0.045 | 0.020 | -0.421 | 0.180 | 0.042 | 0.022 | 0.124 |
| grade | 0.000 | 0.002 | 0.007 | 0.200 | 0.200 | 1.000 | 0.036 | 0.077 | 0.686 | 0.073 | 0.098 | 0.014 | 0.076 | 0.003 | 0.061 | 1.000 | 0.385 | 0.023 | 0.176 |
| home_ownership | 0.000 | 0.005 | 0.091 | 0.053 | 0.053 | 0.036 | 1.000 | 0.067 | 0.038 | 0.081 | 0.037 | 0.059 | 0.087 | 0.009 | 0.008 | 0.041 | 0.109 | 0.099 | 0.032 |
| installment | 0.446 | 0.063 | 0.026 | 0.069 | 0.069 | 0.077 | 0.067 | 1.000 | 0.112 | 0.964 | 0.026 | 0.192 | 0.093 | 0.445 | 0.137 | 0.071 | 0.322 | 0.199 | 0.153 |
| int_rate | -0.133 | 0.186 | 0.007 | -0.435 | -0.435 | 0.686 | 0.038 | 0.112 | 1.000 | 0.094 | 0.079 | -0.019 | 0.062 | -0.015 | 0.287 | 0.725 | 0.370 | -0.054 | 0.182 |
| loan_amnt | 0.467 | 0.056 | 0.031 | 0.121 | 0.121 | 0.073 | 0.081 | 0.964 | 0.094 | 1.000 | 0.049 | 0.201 | 0.099 | 0.458 | 0.114 | 0.063 | 0.441 | 0.219 | 0.156 |
| loan_status | 0.000 | 0.010 | 0.017 | 0.157 | 0.157 | 0.098 | 0.037 | 0.026 | 0.079 | 0.049 | 1.000 | 0.012 | 0.042 | 0.006 | 0.015 | 0.088 | 0.181 | 0.030 | 0.088 |
| open_acc | 0.267 | 0.326 | 0.018 | 0.037 | 0.037 | 0.014 | 0.059 | 0.192 | -0.019 | 0.201 | 0.012 | 1.000 | 0.026 | 0.395 | -0.132 | 0.014 | 0.070 | 0.715 | 0.017 |
| purpose | 0.000 | 0.001 | 0.023 | 0.045 | 0.045 | 0.076 | 0.087 | 0.093 | 0.062 | 0.099 | 0.042 | 0.026 | 1.000 | 0.005 | 0.016 | 0.054 | 0.102 | 0.027 | 0.065 |
| revol_bal | 0.414 | 0.269 | 0.003 | 0.020 | 0.020 | 0.003 | 0.009 | 0.445 | -0.015 | 0.458 | 0.006 | 0.395 | 0.005 | 1.000 | 0.445 | 0.003 | 0.001 | 0.325 | 0.010 |
| revol_util | 0.080 | 0.176 | 0.008 | -0.421 | -0.421 | 0.061 | 0.008 | 0.137 | 0.287 | 0.114 | 0.015 | -0.132 | 0.016 | 0.445 | 1.000 | 0.062 | 0.025 | -0.086 | 0.052 |
| sub_grade | 0.000 | 0.003 | 0.007 | 0.180 | 0.180 | 1.000 | 0.041 | 0.071 | 0.725 | 0.063 | 0.088 | 0.014 | 0.054 | 0.003 | 0.062 | 1.000 | 0.395 | 0.022 | 0.190 |
| term | 0.001 | 0.011 | 0.057 | 0.042 | 0.042 | 0.385 | 0.109 | 0.322 | 0.370 | 0.441 | 0.181 | 0.070 | 0.102 | 0.001 | 0.025 | 0.395 | 1.000 | 0.094 | 0.098 |
| total_acc | 0.329 | 0.258 | 0.040 | 0.022 | 0.022 | 0.023 | 0.099 | 0.199 | -0.054 | 0.219 | 0.030 | 0.715 | 0.027 | 0.325 | -0.086 | 0.022 | 0.094 | 1.000 | 0.031 |
| verification_status | 0.000 | 0.013 | 0.038 | 0.124 | 0.124 | 0.176 | 0.032 | 0.153 | 0.182 | 0.156 | 0.088 | 0.017 | 0.065 | 0.010 | 0.052 | 0.190 | 0.098 | 0.031 | 1.000 |
Missing values
Sample
| loan_amnt | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | purpose | dti | fico_range_low | fico_range_high | open_acc | revol_bal | revol_util | total_acc | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3600.0 | 36 months | 13.99 | 123.03 | C | C4 | leadman | 10+ years | MORTGAGE | 55000.0 | Not Verified | debt_consolidation | 5.91 | 675.0 | 679.0 | 7.0 | 2765.0 | 29.7 | 13.0 | Fully Paid |
| 1 | 24700.0 | 36 months | 11.99 | 820.28 | C | C1 | Engineer | 10+ years | MORTGAGE | 65000.0 | Not Verified | small_business | 16.06 | 715.0 | 719.0 | 22.0 | 21470.0 | 19.2 | 38.0 | Fully Paid |
| 2 | 20000.0 | 60 months | 10.78 | 432.66 | B | B4 | truck driver | 10+ years | MORTGAGE | 63000.0 | Not Verified | home_improvement | 10.78 | 695.0 | 699.0 | 6.0 | 7869.0 | 56.2 | 18.0 | Fully Paid |
| 3 | 35000.0 | 60 months | 14.85 | 829.90 | C | C5 | Information Systems Officer | 10+ years | MORTGAGE | 110000.0 | Source Verified | debt_consolidation | 17.06 | 785.0 | 789.0 | 13.0 | 7802.0 | 11.6 | 17.0 | Current |
| 4 | 10400.0 | 60 months | 22.45 | 289.91 | F | F1 | Contract Specialist | 3 years | MORTGAGE | 104433.0 | Source Verified | major_purchase | 25.37 | 695.0 | 699.0 | 12.0 | 21929.0 | 64.5 | 35.0 | Fully Paid |
| 5 | 11950.0 | 36 months | 13.44 | 405.18 | C | C3 | Veterinary Tecnician | 4 years | RENT | 34000.0 | Source Verified | debt_consolidation | 10.20 | 690.0 | 694.0 | 5.0 | 8822.0 | 68.4 | 6.0 | Fully Paid |
| 6 | 20000.0 | 36 months | 9.17 | 637.58 | B | B2 | Vice President of Recruiting Operations | 10+ years | MORTGAGE | 180000.0 | Not Verified | debt_consolidation | 14.67 | 680.0 | 684.0 | 12.0 | 87329.0 | 84.5 | 27.0 | Fully Paid |
| 7 | 20000.0 | 36 months | 8.49 | 631.26 | B | B1 | road driver | 10+ years | MORTGAGE | 85000.0 | Not Verified | major_purchase | 17.61 | 705.0 | 709.0 | 8.0 | 826.0 | 5.7 | 15.0 | Fully Paid |
| 8 | 10000.0 | 36 months | 6.49 | 306.45 | A | A2 | SERVICE MANAGER | 6 years | RENT | 85000.0 | Not Verified | credit_card | 13.07 | 685.0 | 689.0 | 14.0 | 10464.0 | 34.5 | 23.0 | Fully Paid |
| 9 | 8000.0 | 36 months | 11.48 | 263.74 | B | B5 | Vendor liaison | 10+ years | MORTGAGE | 42000.0 | Not Verified | credit_card | 34.80 | 700.0 | 704.0 | 8.0 | 7034.0 | 39.1 | 18.0 | Fully Paid |
| loan_amnt | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | purpose | dti | fico_range_low | fico_range_high | open_acc | revol_bal | revol_util | total_acc | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2260691 | 32000.0 | 60 months | 14.49 | 752.74 | C | C4 | Sales Manager | 3 years | MORTGAGE | 157000.0 | Source Verified | home_improvement | 10.34 | 735.0 | 739.0 | 14.0 | 111598.0 | 27.4 | 18.0 | Charged Off |
| 2260692 | 16000.0 | 60 months | 12.79 | 362.34 | C | C1 | Manager | 10+ years | RENT | 150000.0 | Not Verified | medical | 12.25 | 665.0 | 669.0 | 12.0 | 7700.0 | 55.0 | 28.0 | Fully Paid |
| 2260693 | 24000.0 | 60 months | 10.49 | 515.74 | B | B3 | Current Operations Officer | 4 years | OWN | 125000.0 | Not Verified | credit_card | 10.98 | 725.0 | 729.0 | 15.0 | 22448.0 | 22.4 | 22.0 | Current |
| 2260694 | 24000.0 | 60 months | 12.79 | 543.50 | C | C1 | Unit Operator | 7 years | MORTGAGE | 95000.0 | Source Verified | home_improvement | 19.61 | 665.0 | 669.0 | 5.0 | 49431.0 | 84.4 | 54.0 | Current |
| 2260695 | 24000.0 | 60 months | 10.49 | 515.74 | B | B3 | Database Administrator | 10+ years | MORTGAGE | 108000.0 | Not Verified | debt_consolidation | 34.94 | 695.0 | 699.0 | 24.0 | 21665.0 | 39.0 | 58.0 | Current |
| 2260696 | 40000.0 | 60 months | 10.49 | 859.56 | B | B3 | Vice President | 9 years | MORTGAGE | 227000.0 | Verified | debt_consolidation | 12.75 | 705.0 | 709.0 | 5.0 | 8633.0 | 64.9 | 37.0 | Current |
| 2260697 | 24000.0 | 60 months | 14.49 | 564.56 | C | C4 | Program Manager | 6 years | RENT | 110000.0 | Not Verified | debt_consolidation | 18.30 | 660.0 | 664.0 | 10.0 | 17641.0 | 68.1 | 31.0 | Charged Off |
| 2260698 | 14000.0 | 60 months | 14.49 | 329.33 | C | C4 | Customer Service Technician | 10+ years | MORTGAGE | 95000.0 | Verified | debt_consolidation | 23.36 | 660.0 | 664.0 | 8.0 | 7662.0 | 54.0 | 22.0 | Current |
| 2260699 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2260700 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Duplicate rows
Most frequently occurring
| loan_amnt | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | purpose | dti | fico_range_low | fico_range_high | open_acc | revol_bal | revol_util | total_acc | loan_status | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 33 |